Zaki and Meira provide a well-written introduction to basic concept as well as advanced concepts of data mining. In particular, Zaki and Meira discuss several concepts covered in the advanced data mining lecture at RWTH Aachen University - "Data Mining Algorithms II" by Prof. Seidl - as for example the gSpan algorithm for graph pattern mining.
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